362 citations · 2.5k across the 76 of their papers we have counts for
4 papers · 1 filter
Network Newton
Aryan Mokhtari, Qing Ling, Alejandro Ribeiro
We consider minimization of a sum of convex objective functions where the components of the objective are available at different nodes of a network and nodes are allowed to only co…
Global Convergence of Online Limited Memory BFGS
Aryan Mokhtari, Alejandro Ribeiro
Global convergence of an online (stochastic) limited memory version of the Broyden-Fletcher- Goldfarb-Shanno (BFGS) quasi-Newton method for solving optimization problems with stoch…
A Quasi-Newton Method for Large Scale Support Vector Machines
Aryan Mokhtari, Alejandro Ribeiro
This paper adapts a recently developed regularized stochastic version of the Broyden, Fletcher, Goldfarb, and Shanno (BFGS) quasi-Newton method for the solution of support vector m…
RES: Regularized Stochastic BFGS Algorithm
Aryan Mokhtari, Alejandro Ribeiro
RES, a regularized stochastic version of the Broyden-Fletcher-Goldfarb-Shanno (BFGS) quasi-Newton method is proposed to solve convex optimization problems with stochastic objective…